{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "93b28fa0-ac47-4841-aaf2-13858fd8392e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# === Import Libraries ===\n",
    "import pandas as pd\n",
    "import re\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import SnowballStemmer\n",
    "from nltk.tokenize import word_tokenize\n",
    "import nltk\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.metrics import accuracy_score, classification_report\n",
    "from imblearn.over_sampling import ADASYN\n",
    "import xgboost as xgb\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import warnings\n",
    "import joblib\n",
    "\n",
    "# Suppress specific warnings\n",
    "warnings.filterwarnings(\"ignore\", category=UserWarning, module=\"xgboost\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0b9919cb-8003-4f17-8f5b-96f154b45d92",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     C:\\Users\\kunal\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n",
      "[nltk_data] Downloading package punkt to\n",
      "[nltk_data]     C:\\Users\\kunal\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# === Download NLTK Resources ===\n",
    "nltk.download('stopwords')\n",
    "nltk.download('punkt')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6bfc7934-e8f6-462c-bc52-4d7ad3c5440c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Data Head:\n",
      "                                category                       sub_category  \\\n",
      "0  Online and Social Media Related Crime  Cyber Bullying  Stalking  Sexting   \n",
      "1                 Online Financial Fraud                  Fraud CallVishing   \n",
      "2               Online Gambling  Betting           Online Gambling  Betting   \n",
      "3  Online and Social Media Related Crime                   Online Job Fraud   \n",
      "4                 Online Financial Fraud                  Fraud CallVishing   \n",
      "\n",
      "                                  crimeaditionalinfo  \n",
      "0  I had continue received random calls and abusi...  \n",
      "1  The above fraudster is continuously messaging ...  \n",
      "2  He is acting like a police and demanding for m...  \n",
      "3  In apna Job I have applied for job interview f...  \n",
      "4  I received a call from lady stating that she w...  \n",
      "\n",
      "Missing Values in Train Data:\n",
      "category                 0\n",
      "sub_category          6591\n",
      "crimeaditionalinfo      21\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# === Load Data ===\n",
    "train_data = pd.read_csv('train.csv')\n",
    "print(\"Train Data Head:\")\n",
    "print(train_data.head())\n",
    "\n",
    "print(\"\\nMissing Values in Train Data:\")\n",
    "print(train_data.isnull().sum())\n",
    "\n",
    "# Drop rows with missing text\n",
    "train_data = train_data.dropna(subset=['crimeaditionalinfo'])\n",
    "\n",
    "# Fill missing sub_category values with 'Unknown'\n",
    "train_data['sub_category'] = train_data['sub_category'].fillna('Unknown')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "04b4fdf5-96e8-4901-a518-6b52dedf42c0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Processed Text Sample:\n",
      "                                  crimeaditionalinfo  \\\n",
      "0  I had continue received random calls and abusi...   \n",
      "1  The above fraudster is continuously messaging ...   \n",
      "2  He is acting like a police and demanding for m...   \n",
      "3  In apna Job I have applied for job interview f...   \n",
      "4  I received a call from lady stating that she w...   \n",
      "\n",
      "                                      processed_text  \n",
      "0  continu receiv random call abus messag whatsap...  \n",
      "1  fraudster continu messag ask pay money send fa...  \n",
      "2  act like polic demand money ad section text me...  \n",
      "3  apna job appli job interview telecal resourc m...  \n",
      "4  receiv call ladi state send new phone vivo rec...  \n"
     ]
    }
   ],
   "source": [
    "# === Preprocess Text Data ===\n",
    "def preprocess_text(text):\n",
    "    text = text.lower()\n",
    "    text = re.sub(r'[^a-z\\s]', '', text)\n",
    "    tokens = word_tokenize(text)\n",
    "    stop_words = set(stopwords.words('english'))\n",
    "    tokens = [word for word in tokens if word not in stop_words]\n",
    "    stemmer = SnowballStemmer(\"english\")\n",
    "    tokens = [stemmer.stem(word) for word in tokens]\n",
    "    return ' '.join(tokens)\n",
    "\n",
    "# Apply preprocessing\n",
    "train_data['processed_text'] = train_data['crimeaditionalinfo'].apply(preprocess_text)\n",
    "\n",
    "print(\"\\nProcessed Text Sample:\")\n",
    "print(train_data[['crimeaditionalinfo', 'processed_text']].head())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4a7390fc-c3d4-4cc1-b634-026b43640f96",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "TF-IDF pipeline saved as 'tfidf_pipeline_optimized.pkl'.\n",
      "\n",
      "TF-IDF Feature Matrix Shape: (93665, 500)\n"
     ]
    }
   ],
   "source": [
    "# === Feature Extraction (TF-IDF) ===\n",
    "tfidf = TfidfVectorizer(max_features=500)\n",
    "X_train = tfidf.fit_transform(train_data['processed_text']).toarray()\n",
    "\n",
    "# Save the TF-IDF model for reuse\n",
    "joblib.dump(tfidf, 'tfidf_pipeline_optimized.pkl')\n",
    "print(\"\\nTF-IDF pipeline saved as 'tfidf_pipeline_optimized.pkl'.\")\n",
    "\n",
    "# Target variable\n",
    "y_train_cat = train_data['category']\n",
    "print(\"\\nTF-IDF Feature Matrix Shape:\", X_train.shape)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f43407da-a89a-4382-9f79-ed83ca742f6b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Skipping balancing as some classes have fewer than 2 samples.\n",
      "\n",
      "Class Distribution After Balancing:\n",
      "category\n",
      "Online Financial Fraud                                  57416\n",
      "Online and Social Media Related Crime                   12138\n",
      "Any Other Cyber Crime                                   10877\n",
      "Cyber Attack/ Dependent Crimes                           3608\n",
      "RapeGang Rape RGRSexually Abusive Content                2822\n",
      "Sexually Obscene material                                1838\n",
      "Hacking  Damage to computercomputer system etc           1710\n",
      "Sexually Explicit Act                                    1552\n",
      "Cryptocurrency Crime                                      480\n",
      "Online Gambling  Betting                                  444\n",
      "Child Pornography CPChild Sexual Abuse Material CSAM      379\n",
      "Online Cyber Trafficking                                  183\n",
      "Cyber Terrorism                                           161\n",
      "Ransomware                                                 56\n",
      "Report Unlawful Content                                     1\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# === Data Balancing with ADASYN ===\n",
    "min_class_samples = y_train_cat.value_counts().min()\n",
    "\n",
    "if min_class_samples > 1:\n",
    "    balancer = ADASYN(random_state=42, n_neighbors=min(5, min_class_samples - 1))\n",
    "    X_train_balanced, y_train_balanced = balancer.fit_resample(X_train, y_train_cat)\n",
    "else:\n",
    "    print(\"\\nSkipping balancing as some classes have fewer than 2 samples.\")\n",
    "    X_train_balanced, y_train_balanced = X_train, y_train_cat\n",
    "\n",
    "print(\"\\nClass Distribution After Balancing:\")\n",
    "print(pd.Series(y_train_balanced).value_counts())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "82245cd6-8008-4c5a-8ab3-33b705246fd7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Model saved as 'xgb_category_model_optimized.pkl'.\n"
     ]
    }
   ],
   "source": [
    "# === Encode Labels and Model Training ===\n",
    "label_encoder = LabelEncoder()\n",
    "y_train_balanced_encoded = label_encoder.fit_transform(y_train_balanced)\n",
    "\n",
    "xgb_cat = xgb.XGBClassifier(eval_metric='mlogloss', use_label_encoder=False, random_state=42)\n",
    "xgb_cat.fit(X_train_balanced, y_train_balanced_encoded)\n",
    "\n",
    "# Save the model\n",
    "joblib.dump(xgb_cat, 'xgb_category_model_optimized.pkl')\n",
    "print(\"\\nModel saved as 'xgb_category_model_optimized.pkl'.\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bc0342cc-92f2-44d8-8692-347c35da31c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# === Visualization ===\n",
    "# Plot Category Distribution\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.countplot(data=train_data, y='category', order=train_data['category'].value_counts().index)\n",
    "plt.title('Category Distribution in Full Train Data')\n",
    "plt.show()\n",
    "\n",
    "# Plot Subcategory Distribution\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.countplot(data=train_data, y='sub_category', order=train_data['sub_category'].value_counts().index[:10])\n",
    "plt.title('Subcategory Distribution in Full Train Data (Top 10)')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f1d2c9b0-8a6d-4d2f-af60-e4d4025798b9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Loaded model from 'xgb_category_model_optimized.pkl'.\n",
      "\n",
      "Accuracy of Loaded Model on Full Dataset: 0.8283350237548711\n",
      "\n",
      "Classification Report for Loaded Model (Full Data):\n",
      "                                                       precision    recall  f1-score   support\n",
      "\n",
      "                               Any Other Cyber Crime       0.76      0.36      0.49     10877\n",
      "Child Pornography CPChild Sexual Abuse Material CSAM       0.94      0.57      0.71       379\n",
      "                                Cryptocurrency Crime       0.97      0.71      0.82       480\n",
      "                      Cyber Attack/ Dependent Crimes       1.00      1.00      1.00      3608\n",
      "                                     Cyber Terrorism       1.00      0.47      0.64       161\n",
      "      Hacking  Damage to computercomputer system etc       0.81      0.62      0.71      1710\n",
      "                            Online Cyber Trafficking       1.00      0.22      0.37       183\n",
      "                              Online Financial Fraud       0.84      0.98      0.90     57416\n",
      "                            Online Gambling  Betting       0.99      0.31      0.47       444\n",
      "               Online and Social Media Related Crime       0.69      0.67      0.68     12138\n",
      "                                          Ransomware       1.00      0.96      0.98        56\n",
      "           RapeGang Rape RGRSexually Abusive Content       1.00      0.97      0.98      2822\n",
      "                             Report Unlawful Content       1.00      1.00      1.00         1\n",
      "                               Sexually Explicit Act       0.96      0.30      0.46      1552\n",
      "                           Sexually Obscene material       0.91      0.39      0.54      1838\n",
      "\n",
      "                                            accuracy                           0.83     93665\n",
      "                                           macro avg       0.93      0.64      0.72     93665\n",
      "                                        weighted avg       0.83      0.83      0.81     93665\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# === Evaluation on Full Data ===\n",
    "loaded_model = joblib.load('xgb_category_model_optimized.pkl')\n",
    "print(\"\\nLoaded model from 'xgb_category_model_optimized.pkl'.\")\n",
    "\n",
    "# Predict on the entire training set\n",
    "y_pred_full = loaded_model.predict(X_train)\n",
    "\n",
    "# Evaluate predictions\n",
    "y_train_encoded = label_encoder.transform(y_train_cat)\n",
    "\n",
    "print(\"\\nAccuracy of Loaded Model on Full Dataset:\", accuracy_score(y_train_encoded, y_pred_full))\n",
    "\n",
    "print(\"\\nClassification Report for Loaded Model (Full Data):\\n\",\n",
    "      classification_report(y_train_encoded, y_pred_full, target_names=label_encoder.classes_))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "dc36cb2f-db71-4f74-936c-69afa1d1b4ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Total Misclassifications: 16079\n",
      "\n",
      "Sample Misclassified Cases:\n",
      "                                       Actual  \\\n",
      "2                    Online Gambling  Betting   \n",
      "3       Online and Social Media Related Crime   \n",
      "8   RapeGang Rape RGRSexually Abusive Content   \n",
      "9                       Any Other Cyber Crime   \n",
      "11                      Any Other Cyber Crime   \n",
      "22                   Online Gambling  Betting   \n",
      "23      Online and Social Media Related Crime   \n",
      "27      Online and Social Media Related Crime   \n",
      "39                      Sexually Explicit Act   \n",
      "45                  Sexually Obscene material   \n",
      "\n",
      "                                Predicted  \\\n",
      "2   Online and Social Media Related Crime   \n",
      "3                  Online Financial Fraud   \n",
      "8   Online and Social Media Related Crime   \n",
      "9                  Online Financial Fraud   \n",
      "11  Online and Social Media Related Crime   \n",
      "22                 Online Financial Fraud   \n",
      "23                 Online Financial Fraud   \n",
      "27                 Online Financial Fraud   \n",
      "39  Online and Social Media Related Crime   \n",
      "45  Online and Social Media Related Crime   \n",
      "\n",
      "                                                 Text  \n",
      "2   He is acting like a police and demanding for m...  \n",
      "3   In apna Job I have applied for job interview f...  \n",
      "8   I got the message on Whatsapp to my number The...  \n",
      "9   Details entered in pdf file Person posing as A...  \n",
      "11  Someone changed my email id nd contact number ...  \n",
      "22  Respected Cyber crime Ghatkopar east Mumbai\\r\\...  \n",
      "23                                                ...  \n",
      "27  Stop that like fruod for any body do not sher ...  \n",
      "39  httpswwwxnxxtvvideousapbfuckkkarrr\\r\\n\\r\\n Abo...  \n",
      "45  Many fake accounts are created and Im sufferin...  \n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# === Step 11: Misclassification Analysis ===\n",
    "predicted_categories = label_encoder.inverse_transform(y_pred_full)\n",
    "actual_categories = y_train_cat.values\n",
    "\n",
    "# Create a DataFrame for comparison\n",
    "misclassified_df = pd.DataFrame({\n",
    "    'Actual': actual_categories,\n",
    "    'Predicted': predicted_categories,\n",
    "    'Text': train_data['crimeaditionalinfo']\n",
    "})\n",
    "\n",
    "# Filter misclassified rows\n",
    "misclassified_df = misclassified_df[misclassified_df['Actual'] != misclassified_df['Predicted']]\n",
    "\n",
    "print(f\"\\nTotal Misclassifications: {len(misclassified_df)}\")\n",
    "print(\"\\nSample Misclassified Cases:\")\n",
    "print(misclassified_df.head(10))\n",
    "\n",
    "# Analyze common misclassifications\n",
    "misclassification_counts = misclassified_df.groupby(['Actual', 'Predicted']).size().reset_index(name='Count')\n",
    "misclassification_counts = misclassification_counts.sort_values(by='Count', ascending=False)\n",
    "\n",
    "# Visualize the misclassifications\n",
    "plt.figure(figsize=(12, 8))\n",
    "misclassification_pivot = misclassification_counts.pivot(index='Actual', columns='Predicted', values='Count').fillna(0)\n",
    "sns.heatmap(misclassification_pivot, annot=True, fmt='.0f', cmap='Blues', cbar=False)\n",
    "plt.title('Misclassification Heatmap')\n",
    "plt.xlabel('Predicted')\n",
    "plt.ylabel('Actual')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c3803977-4ed7-45eb-990f-965e2b7329fe",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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